{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Machine Learning with PyTorch and Scikit-Learn  \n",
    "# -- Code Examples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Package version checks"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add folder to path in order to load from the check_packages.py script:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.insert(0, '..')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Check recommended package versions:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[OK] Your Python version is 3.8.8 | packaged by conda-forge | (default, Feb 20 2021, 16:22:27) \n",
      "[GCC 9.3.0]\n",
      "[OK] numpy 1.23.0\n",
      "[OK] scipy 1.8.1\n",
      "[OK] sklearn 1.1.1\n",
      "[OK] matplotlib 3.5.2\n",
      "[OK] torch 1.11.0+cu102\n"
     ]
    }
   ],
   "source": [
    "from python_environment_check import check_packages\n",
    "\n",
    "\n",
    "d = {\n",
    "    'numpy': '1.21.2',\n",
    "    'scipy': '1.7.0',\n",
    "    'sklearn': '1.0.0',\n",
    "    'matplotlib': '3.4.3',\n",
    "    'torch': '1.9.0',\n",
    "}\n",
    "check_packages(d)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Chapter 12: Parallelizing Neural Network Training with PyTorch  (Part 2/2)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- [Building an NN model in PyTorch](#Building-an-NN-model-in-PyTorch)\n",
    "  - [The PyTorch neural network module (torch.nn)](#The-PyTorch-neural-network-module-(torch.nn))\n",
    "  - [Building a linear regression model](#Building-a-linear-regression-model)\n",
    "  - [Model training via the torch.nn and torch.optim modules](#Model-training-via-the-torch.nn-and-torch.optim-modules)\n",
    "  - [Building a multilayer perceptron for classifying flowers in the Iris dataset](#Building-a-multilayer-perceptron-for-classifying-flowers-in-the-Iris-dataset)\n",
    "  - [Evaluating the trained model on the test dataset](#Evaluating-the-trained-model-on-the-test-dataset)\n",
    "  - [Saving and reloading the trained model](#Saving-and-reloading-the-trained-model)\n",
    "- [Choosing activation functions for multilayer neural\n",
    "networks](#Choosing-activation-functions-for-multilayer-neural-networks)\n",
    "  - [Logistic function recap](#Logistic-function-recap)\n",
    "  - [Estimating class probabilities in multiclass classification via the softmax function](#Estimating-class-probabilities-in-multiclass-classification-via-the-softmax-function)\n",
    "  - [Broadening the output spectrum using a hyperbolic tangent](#Broadening-the-output-spectrum-using-a-hyperbolic-tangent)\n",
    "  - [Rectified linear unit activation](#Rectified-linear-unit-activation)\n",
    "- [Summary](#Summary)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that the optional watermark extension is a small IPython notebook plugin that I developed to make the code reproducible. You can just skip the following line(s)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import Image as IPythonImage\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building a neural network model in PyTorch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The PyTorch neural network module (torch.nn)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Building a linear regression model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "X_train = np.arange(10, dtype='float32').reshape((10, 1))\n",
    "y_train = np.array([1.0, 1.3, 3.1, 2.0, 5.0, 6.3, 6.6, \n",
    "                    7.4, 8.0, 9.0], dtype='float32')\n",
    "\n",
    "plt.plot(X_train, y_train, 'o', markersize=10)\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('y')\n",
    "\n",
    "#plt.savefig('figures/12_07.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import TensorDataset\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "X_train_norm = (X_train - np.mean(X_train)) / np.std(X_train)\n",
    "X_train_norm = torch.from_numpy(X_train_norm)\n",
    "\n",
    "# On some computers the explicit cast to .float() is\n",
    "# necessary\n",
    "y_train = torch.from_numpy(y_train).float()\n",
    "\n",
    "train_ds = TensorDataset(X_train_norm, y_train)\n",
    "\n",
    "batch_size = 1\n",
    "train_dl = DataLoader(train_ds, batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0  Loss 45.0782\n",
      "Epoch 10  Loss 26.4366\n",
      "Epoch 20  Loss 1.5918\n",
      "Epoch 30  Loss 14.1307\n",
      "Epoch 40  Loss 11.6038\n",
      "Epoch 50  Loss 6.3084\n",
      "Epoch 60  Loss 0.6349\n",
      "Epoch 70  Loss 3.1374\n",
      "Epoch 80  Loss 1.9999\n",
      "Epoch 90  Loss 0.3133\n",
      "Epoch 100  Loss 0.7653\n",
      "Epoch 110  Loss 1.0039\n",
      "Epoch 120  Loss 0.0235\n",
      "Epoch 130  Loss 0.5176\n",
      "Epoch 140  Loss 0.0759\n",
      "Epoch 150  Loss 1.8789\n",
      "Epoch 160  Loss 0.0008\n",
      "Epoch 170  Loss 0.0866\n",
      "Epoch 180  Loss 0.0646\n",
      "Epoch 190  Loss 0.0011\n"
     ]
    }
   ],
   "source": [
    "torch.manual_seed(1)\n",
    "weight = torch.randn(1)\n",
    "weight.requires_grad_()\n",
    "bias = torch.zeros(1, requires_grad=True)\n",
    " \n",
    "def loss_fn(input, target):\n",
    "    return (input-target).pow(2).mean()\n",
    "\n",
    "def model(xb):\n",
    "    return xb @ weight + bias\n",
    "\n",
    "learning_rate = 0.001\n",
    "num_epochs = 200\n",
    "log_epochs = 10\n",
    "\n",
    "for epoch in range(num_epochs):\n",
    "    for x_batch, y_batch in train_dl:\n",
    "        pred = model(x_batch)\n",
    "        loss = loss_fn(pred, y_batch)\n",
    "        loss.backward()\n",
    "\n",
    "        with torch.no_grad():\n",
    "            weight -= weight.grad * learning_rate\n",
    "            bias -= bias.grad * learning_rate\n",
    "            weight.grad.zero_()\n",
    "            bias.grad.zero_()\n",
    " \n",
    "    if epoch % log_epochs==0:\n",
    "        print(f'Epoch {epoch}  Loss {loss.item():.4f}')\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final Parameters: 2.6696107387542725 4.879678249359131\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Final Parameters:', weight.item(), bias.item())\n",
    " \n",
    "X_test = np.linspace(0, 9, num=100, dtype='float32').reshape(-1, 1)\n",
    "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n",
    "X_test_norm = torch.from_numpy(X_test_norm)\n",
    "y_pred = model(X_test_norm).detach().numpy()\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(13, 5))\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "plt.plot(X_train_norm, y_train, 'o', markersize=10)\n",
    "plt.plot(X_test_norm, y_pred, '--', lw=3)\n",
    "plt.legend(['Training examples', 'Linear Reg.'], fontsize=15)\n",
    "ax.set_xlabel('x', size=15)\n",
    "ax.set_ylabel('y', size=15)\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    " \n",
    "#plt.savefig('figures/12_08.pdf')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Model training via the torch.nn and torch.optim modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 0  Loss 24.6684\n",
      "Epoch 10  Loss 29.1377\n",
      "Epoch 20  Loss 20.9207\n",
      "Epoch 30  Loss 0.1257\n",
      "Epoch 40  Loss 12.4922\n",
      "Epoch 50  Loss 1.7845\n",
      "Epoch 60  Loss 7.6425\n",
      "Epoch 70  Loss 2.5606\n",
      "Epoch 80  Loss 0.0157\n",
      "Epoch 90  Loss 0.7548\n",
      "Epoch 100  Loss 0.8412\n",
      "Epoch 110  Loss 0.4923\n",
      "Epoch 120  Loss 0.0823\n",
      "Epoch 130  Loss 0.0794\n",
      "Epoch 140  Loss 0.0891\n",
      "Epoch 150  Loss 0.0973\n",
      "Epoch 160  Loss 0.1043\n",
      "Epoch 170  Loss 0.1103\n",
      "Epoch 180  Loss 0.0009\n",
      "Epoch 190  Loss 0.0764\n"
     ]
    }
   ],
   "source": [
    "import torch.nn as nn\n",
    "\n",
    "input_size = 1\n",
    "output_size = 1\n",
    "model = nn.Linear(input_size, output_size)\n",
    "\n",
    "loss_fn = nn.MSELoss(reduction='mean')\n",
    "\n",
    "optimizer = torch.optim.SGD(model.parameters(), lr=learning_rate)\n",
    "\n",
    "for epoch in range(num_epochs):\n",
    "    for x_batch, y_batch in train_dl:\n",
    "        # 1. Generate predictions\n",
    "        pred = model(x_batch)[:, 0] \n",
    "\n",
    "        # 2. Calculate loss\n",
    "        loss = loss_fn(pred, y_batch)\n",
    "\n",
    "        # 3. Compute gradients\n",
    "        loss.backward()\n",
    "\n",
    "        # 4. Update parameters using gradients\n",
    "        optimizer.step()\n",
    "\n",
    "        # 5. Reset the gradients to zero\n",
    "        optimizer.zero_grad()\n",
    "        \n",
    "    if epoch % log_epochs==0:\n",
    "        print(f'Epoch {epoch}  Loss {loss.item():.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Final Parameters: 2.6496422290802 4.87706995010376\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('Final Parameters:', model.weight.item(), model.bias.item())\n",
    " \n",
    "X_test = np.linspace(0, 9, num=100, dtype='float32').reshape(-1, 1)\n",
    "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n",
    "X_test_norm = torch.from_numpy(X_test_norm)\n",
    "y_pred = model(X_test_norm)\n",
    "\n",
    "\n",
    "fig = plt.figure(figsize=(13, 5))\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "plt.plot(X_train_norm.detach().numpy(), y_train.detach().numpy(), 'o', markersize=10)\n",
    "plt.plot(X_test_norm.detach().numpy(), y_pred.detach().numpy(), '--', lw=3)\n",
    "plt.legend(['Training examples', 'Linear reg.'], fontsize=15)\n",
    "ax.set_xlabel('x', size=15)\n",
    "ax.set_ylabel('y', size=15)\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    " \n",
    "#plt.savefig('ch12-linreg-2.pdf')\n",
    "\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Building a multilayer perceptron for classifying flowers in the Iris dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.datasets import load_iris\n",
    "from sklearn.model_selection import train_test_split \n",
    "\n",
    "iris = load_iris()\n",
    "X = iris['data']\n",
    "y = iris['target']\n",
    " \n",
    "X_train, X_test, y_train, y_test = train_test_split(\n",
    "    X, y, test_size=1./3, random_state=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from torch.utils.data import TensorDataset\n",
    "from torch.utils.data import DataLoader\n",
    "\n",
    "X_train_norm = (X_train - np.mean(X_train)) / np.std(X_train)\n",
    "X_train_norm = torch.from_numpy(X_train_norm).float()\n",
    "y_train = torch.from_numpy(y_train) \n",
    "\n",
    "train_ds = TensorDataset(X_train_norm, y_train)\n",
    "\n",
    "torch.manual_seed(1)\n",
    "batch_size = 2\n",
    "train_dl = DataLoader(train_ds, batch_size, shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "class Model(nn.Module):\n",
    "    def __init__(self, input_size, hidden_size, output_size):\n",
    "        super().__init__()\n",
    "        self.layer1 = nn.Linear(input_size, hidden_size)  \n",
    "        self.layer2 = nn.Linear(hidden_size, output_size)  \n",
    "\n",
    "    def forward(self, x):\n",
    "        x = self.layer1(x)\n",
    "        x = nn.Sigmoid()(x)\n",
    "        x = self.layer2(x)\n",
    "        x = nn.Softmax(dim=1)(x)\n",
    "        return x\n",
    "    \n",
    "input_size = X_train_norm.shape[1]\n",
    "hidden_size = 16\n",
    "output_size = 3\n",
    " \n",
    "model = Model(input_size, hidden_size, output_size)\n",
    "\n",
    "learning_rate = 0.001\n",
    "\n",
    "loss_fn = nn.CrossEntropyLoss()\n",
    " \n",
    "optimizer = torch.optim.Adam(model.parameters(), lr=learning_rate)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_epochs = 100\n",
    "loss_hist = [0] * num_epochs\n",
    "accuracy_hist = [0] * num_epochs\n",
    "\n",
    "for epoch in range(num_epochs):\n",
    "\n",
    "    for x_batch, y_batch in train_dl:\n",
    "        pred = model(x_batch)\n",
    "        loss = loss_fn(pred, y_batch.long())\n",
    "        loss.backward()\n",
    "        optimizer.step()\n",
    "        optimizer.zero_grad()\n",
    "    \n",
    "        loss_hist[epoch] += loss.item()*y_batch.size(0)\n",
    "        is_correct = (torch.argmax(pred, dim=1) == y_batch).float()\n",
    "        accuracy_hist[epoch] += is_correct.sum()\n",
    "        \n",
    "    loss_hist[epoch] /= len(train_dl.dataset)\n",
    "    accuracy_hist[epoch] /= len(train_dl.dataset)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(12, 5))\n",
    "ax = fig.add_subplot(1, 2, 1)\n",
    "ax.plot(loss_hist, lw=3)\n",
    "ax.set_title('Training loss', size=15)\n",
    "ax.set_xlabel('Epoch', size=15)\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "\n",
    "ax = fig.add_subplot(1, 2, 2)\n",
    "ax.plot(accuracy_hist, lw=3)\n",
    "ax.set_title('Training accuracy', size=15)\n",
    "ax.set_xlabel('Epoch', size=15)\n",
    "ax.tick_params(axis='both', which='major', labelsize=15)\n",
    "plt.tight_layout()\n",
    "\n",
    "#plt.savefig('figures/12_09.pdf')\n",
    " \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Evaluating the trained model on the test dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Acc.: 0.9800\n"
     ]
    }
   ],
   "source": [
    "X_test_norm = (X_test - np.mean(X_train)) / np.std(X_train)\n",
    "X_test_norm = torch.from_numpy(X_test_norm).float()\n",
    "y_test = torch.from_numpy(y_test) \n",
    "pred_test = model(X_test_norm)\n",
    "\n",
    "correct = (torch.argmax(pred_test, dim=1) == y_test).float()\n",
    "accuracy = correct.mean()\n",
    " \n",
    "print(f'Test Acc.: {accuracy:.4f}')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Saving and reloading the trained model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'iris_classifier.pt'\n",
    "torch.save(model, path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Model(\n",
       "  (layer1): Linear(in_features=4, out_features=16, bias=True)\n",
       "  (layer2): Linear(in_features=16, out_features=3, bias=True)\n",
       ")"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_new = torch.load(path)\n",
    "model_new.eval()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test Acc.: 0.9800\n"
     ]
    }
   ],
   "source": [
    "pred_test = model_new(X_test_norm)\n",
    "\n",
    "correct = (torch.argmax(pred_test, dim=1) == y_test).float()\n",
    "accuracy = correct.mean()\n",
    " \n",
    "print(f'Test Acc.: {accuracy:.4f}')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = 'iris_classifier_state.pt'\n",
    "torch.save(model.state_dict(), path)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<All keys matched successfully>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_new = Model(input_size, hidden_size, output_size)\n",
    "model_new.load_state_dict(torch.load(path))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Choosing activation functions for multilayer neural networks\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Logistic function recap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "P(y=1|x) = 0.888\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "\n",
    "X = np.array([1, 1.4, 2.5]) ## first value must be 1\n",
    "w = np.array([0.4, 0.3, 0.5])\n",
    "\n",
    "def net_input(X, w):\n",
    "    return np.dot(X, w)\n",
    "\n",
    "def logistic(z):\n",
    "    return 1.0 / (1.0 + np.exp(-z))\n",
    "\n",
    "def logistic_activation(X, w):\n",
    "    z = net_input(X, w)\n",
    "    return logistic(z)\n",
    "\n",
    "print(f'P(y=1|x) = {logistic_activation(X, w):.3f}') "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Net Input: \n",
      " [1.78 0.76 1.65]\n",
      "Output Units:\n",
      " [0.85569687 0.68135373 0.83889105]\n"
     ]
    }
   ],
   "source": [
    "# W : array with shape = (n_output_units, n_hidden_units+1)\n",
    "# note that the first column are the bias units\n",
    "\n",
    "W = np.array([[1.1, 1.2, 0.8, 0.4],\n",
    "              [0.2, 0.4, 1.0, 0.2],\n",
    "              [0.6, 1.5, 1.2, 0.7]])\n",
    "\n",
    "# A : data array with shape = (n_hidden_units + 1, n_samples)\n",
    "# note that the first column of this array must be 1\n",
    "\n",
    "A = np.array([[1, 0.1, 0.4, 0.6]])\n",
    "Z = np.dot(W, A[0])\n",
    "y_probas = logistic(Z)\n",
    "print('Net Input: \\n', Z)\n",
    "\n",
    "print('Output Units:\\n', y_probas) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Predicted class label: 0\n"
     ]
    }
   ],
   "source": [
    "y_class = np.argmax(Z, axis=0)\n",
    "print('Predicted class label:', y_class) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Estimating class probabilities in multiclass classification via the softmax function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Probabilities:\n",
      " [0.44668973 0.16107406 0.39223621]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "1.0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def softmax(z):\n",
    "    return np.exp(z) / np.sum(np.exp(z))\n",
    "\n",
    "y_probas = softmax(Z)\n",
    "print('Probabilities:\\n', y_probas)\n",
    "\n",
    "np.sum(y_probas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.4467, 0.1611, 0.3922], dtype=torch.float64)"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.softmax(torch.from_numpy(Z), dim=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Broadening the output spectrum using a hyperbolic tangent"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "def tanh(z):\n",
    "    e_p = np.exp(z)\n",
    "    e_m = np.exp(-z)\n",
    "    return (e_p - e_m) / (e_p + e_m)\n",
    "\n",
    "z = np.arange(-5, 5, 0.005)\n",
    "log_act = logistic(z)\n",
    "tanh_act = tanh(z)\n",
    "plt.ylim([-1.5, 1.5])\n",
    "plt.xlabel('Net input $z$')\n",
    "plt.ylabel('Activation $\\phi(z)$')\n",
    "plt.axhline(1, color='black', linestyle=':')\n",
    "plt.axhline(0.5, color='black', linestyle=':')\n",
    "plt.axhline(0, color='black', linestyle=':')\n",
    "plt.axhline(-0.5, color='black', linestyle=':')\n",
    "plt.axhline(-1, color='black', linestyle=':')\n",
    "plt.plot(z, tanh_act,\n",
    "    linewidth=3, linestyle='--',\n",
    "    label='Tanh')\n",
    "plt.plot(z, log_act,\n",
    "    linewidth=3,\n",
    "    label='Logistic')\n",
    "plt.legend(loc='lower right')\n",
    "plt.tight_layout()\n",
    "\n",
    "#plt.savefig('figures/12_10.pdf')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([-0.9999092 , -0.99990829, -0.99990737, ...,  0.99990644,\n",
       "        0.99990737,  0.99990829])"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.tanh(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([-0.9999, -0.9999, -0.9999,  ...,  0.9999,  0.9999,  0.9999],\n",
       "       dtype=torch.float64)"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.tanh(torch.from_numpy(z))\n",
    " "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.00669285, 0.00672617, 0.00675966, ..., 0.99320669, 0.99324034,\n",
       "       0.99327383])"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.special import expit\n",
    "\n",
    "expit(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.0067, 0.0067, 0.0068,  ..., 0.9932, 0.9932, 0.9933],\n",
       "       dtype=torch.float64)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.sigmoid(torch.from_numpy(z))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Rectified linear unit activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([0.0000, 0.0000, 0.0000,  ..., 4.9850, 4.9900, 4.9950],\n",
       "       dtype=torch.float64)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "torch.relu(torch.from_numpy(z))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 33,
     "metadata": {
      "image/png": {
       "width": 500
      }
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "IPythonImage(filename='figures/12_11.png', width=500)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Summary"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "Readers may ignore the next cell."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[NbConvertApp] Converting notebook ch12_part2.ipynb to script\n",
      "[NbConvertApp] Writing 12165 bytes to ch12_part2.py\n"
     ]
    }
   ],
   "source": [
    "! python ../.convert_notebook_to_script.py --input ch12_part2.ipynb --output ch12_part2.py"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  },
  "toc-showmarkdowntxt": false,
  "toc-showtags": false
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
